Comparing Profil - Données Originales and Profil

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Dataset statistics

	Profil - Données Originales	Profil - Données Dérivées
Number of variables	8	8
Number of observations	10000000	10000000
Missing cells	0	0
Missing cells (%)	0.0%	0.0%
Duplicate rows	0	0
Duplicate rows (%)	0.0%	0.0%
Total size in memory	3.5 GiB	3.5 GiB
Average record size in memory	370.9 B	370.9 B

Variable types

	Profil - Données Originales	Profil - Données Dérivées
Numeric	3	3
Text	1	1
Categorical	3	3
DateTime	1	1

Alerts

Profil - Données Originales	Profil - Données Dérivées
`purchase_id` has unique values	`purchase_id` has unique values	Unique

Reproduction

	Profil - Données Originales	Profil - Données Dérivées
Analysis started	2025-08-04 16:08:55.587886	2025-08-04 16:16:49.452099
Analysis finished	2025-08-04 16:16:49.422841	2025-08-04 16:48:33.873773
Duration	7 minutes and 53.83 seconds	31 minutes and 44.42 seconds
Software version	ydata-profiling vv4.16.1	ydata-profiling vv4.16.1
Download configuration	config.json	config.json

customer_id
Real number (ℝ)

	Profil - Données Originales	Profil - Données Dérivées
Distinct	8999	8999
Distinct (%)	0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	5499.6037	5499.6037

	Profil - Données Originales	Profil - Données Dérivées
Minimum	1000	1000
Maximum	9998	9998
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	76.3 MiB	76.3 MiB

Quantile statistics

	Profil - Données Originales	Profil - Données Dérivées
Minimum	1000	1000
5-th percentile	1451	1451
Q1	3250	3250
median	5500	5500
Q3	7749	7749
95-th percentile	9548	9548
Maximum	9998	9998
Range	8998	8998
Interquartile range (IQR)	4499	4499

Descriptive statistics

	Profil - Données Originales	Profil - Données Dérivées
Standard deviation	2597.4823	2597.4823
Coefficient of variation (CV)	0.47230354	0.47230354
Kurtosis	-1.1999627	-1.1999627
Mean	5499.6037	5499.6037
Median Absolute Deviation (MAD)	2250	2250
Skewness	-9.9463172 × 10^-5	-9.9463172 × 10^-5
Sum	5.4996037 × 10¹⁰	5.4996037 × 10¹⁰
Variance	6746914.5	6746914.5
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3640	1228	< 0.1%
2948	1221	< 0.1%
1692	1220	< 0.1%
1926	1219	< 0.1%
1724	1219	< 0.1%
1623	1218	< 0.1%
1637	1216	< 0.1%
9879	1216	< 0.1%
5020	1216	< 0.1%
2164	1215	< 0.1%
Other values (8989)	9987812	99.9%

Value	Count	Frequency (%)
3640	1228	< 0.1%
2948	1221	< 0.1%
1692	1220	< 0.1%
1926	1219	< 0.1%
1724	1219	< 0.1%
1623	1218	< 0.1%
1637	1216	< 0.1%
9879	1216	< 0.1%
5020	1216	< 0.1%
2164	1215	< 0.1%
Other values (8989)	9987812	99.9%

Value	Count	Frequency (%)
1000	1135	< 0.1%
1001	1089	< 0.1%
1002	1089	< 0.1%
1003	1105	< 0.1%
1004	1079	< 0.1%
1005	1097	< 0.1%
1006	1117	< 0.1%
1007	1083	< 0.1%
1008	1126	< 0.1%
1009	1097	< 0.1%

Value	Count	Frequency (%)
1000	1135	< 0.1%
1001	1089	< 0.1%
1002	1089	< 0.1%
1003	1105	< 0.1%
1004	1079	< 0.1%
1005	1097	< 0.1%
1006	1117	< 0.1%
1007	1083	< 0.1%
1008	1126	< 0.1%
1009	1097	< 0.1%

Value	Count	Frequency (%)
1000	1135	< 0.1%
1001	1089	< 0.1%
1002	1089	< 0.1%
1003	1105	< 0.1%
1004	1079	< 0.1%
1005	1097	< 0.1%
1006	1117	< 0.1%
1007	1083	< 0.1%
1008	1126	< 0.1%
1009	1097	< 0.1%

Value	Count	Frequency (%)
1000	1135	< 0.1%
1001	1089	< 0.1%
1002	1089	< 0.1%
1003	1105	< 0.1%
1004	1079	< 0.1%
1005	1097	< 0.1%
1006	1117	< 0.1%
1007	1083	< 0.1%
1008	1126	< 0.1%
1009	1097	< 0.1%

purchase_id
['Text', 'Text']

	Profil - Données Originales	Profil - Données Dérivées
Distinct	10000000	10000000
Distinct (%)	100.0%	100.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	886.9 MiB	886.9 MiB

Length

	Profil - Données Originales	Profil - Données Dérivées
Max length	36	36
Median length	36	36
Mean length	36	36
Min length	36	36

Characters and Unicode

	Profil - Données Originales	Profil - Données Dérivées
Total characters	360000000	360000000
Distinct characters	17	17
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Profil - Données Originales	Profil - Données Dérivées
Unique	10000000	10000000 ?
Unique (%)	100.0%	100.0%

Sample

	Profil - Données Originales	Profil - Données Dérivées
1st row	bdd640fb-0667-4ad1-9c80-317fa3b1799d	bdd640fb-0667-4ad1-9c80-317fa3b1799d
2nd row	23b8c1e9-3924-46de-beb1-3b9046685257	23b8c1e9-3924-46de-beb1-3b9046685257
3rd row	bd9c66b3-ad3c-4d6d-9a3d-1fa7bc8960a9	bd9c66b3-ad3c-4d6d-9a3d-1fa7bc8960a9
4th row	972a8469-1641-4f82-8b9d-2434e465e150	972a8469-1641-4f82-8b9d-2434e465e150
5th row	17fc695a-07a0-4a6e-8822-e8f36c031199	17fc695a-07a0-4a6e-8822-e8f36c031199

Value	Count	Frequency (%)
c6978940-e936-4971-9859-3f9587cec5fa	1	< 0.1%
f1ab10a8-af22-4d47-9b1d-b4aa95773946	1	< 0.1%
92c865db-3fe8-4257-96cd-706485b7c578	1	< 0.1%
bc9a436a-2df1-4171-8ada-81142d92b032	1	< 0.1%
21a8d0ce-164d-4b9c-921b-86a687f35ca5	1	< 0.1%
fb34a115-e0df-45ac-bc8b-f9cb8012cfcf	1	< 0.1%
1ffb126f-5897-480e-b839-3a8d0035accd	1	< 0.1%
17c3e766-bf4d-4128-a509-11f4ee011ca0	1	< 0.1%
8cc4aa8f-e04b-4751-aa6f-db0f28eef8ae	1	< 0.1%
9da02928-aa42-4d2d-b6ac-803f4e6e9f4c	1	< 0.1%
Other values (9999990)	9999990	> 99.9%

Value	Count	Frequency (%)
c6978940-e936-4971-9859-3f9587cec5fa	1	< 0.1%
f1ab10a8-af22-4d47-9b1d-b4aa95773946	1	< 0.1%
92c865db-3fe8-4257-96cd-706485b7c578	1	< 0.1%
bc9a436a-2df1-4171-8ada-81142d92b032	1	< 0.1%
21a8d0ce-164d-4b9c-921b-86a687f35ca5	1	< 0.1%
fb34a115-e0df-45ac-bc8b-f9cb8012cfcf	1	< 0.1%
1ffb126f-5897-480e-b839-3a8d0035accd	1	< 0.1%
17c3e766-bf4d-4128-a509-11f4ee011ca0	1	< 0.1%
8cc4aa8f-e04b-4751-aa6f-db0f28eef8ae	1	< 0.1%
9da02928-aa42-4d2d-b6ac-803f4e6e9f4c	1	< 0.1%
Other values (9999990)	9999990	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
-	40000000	11.1%
4	28753749	8.0%
a	21256025	5.9%
9	21253184	5.9%
b	21252535	5.9%
8	21246418	5.9%
0	18753429	5.2%
f	18752795	5.2%
2	18752438	5.2%
e	18752331	5.2%
Other values (7)	131227096	36.5%

Value	Count	Frequency (%)
-	40000000	11.1%
4	28753749	8.0%
a	21256025	5.9%
9	21253184	5.9%
b	21252535	5.9%
8	21246418	5.9%
0	18753429	5.2%
f	18752795	5.2%
2	18752438	5.2%
e	18752331	5.2%
Other values (7)	131227096	36.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	360000000	100.0%

Value	Count	Frequency (%)
(unknown)	360000000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	40000000	11.1%
4	28753749	8.0%
a	21256025	5.9%
9	21253184	5.9%
b	21252535	5.9%
8	21246418	5.9%
0	18753429	5.2%
f	18752795	5.2%
2	18752438	5.2%
e	18752331	5.2%
Other values (7)	131227096	36.5%

Value	Count	Frequency (%)
-	40000000	11.1%
4	28753749	8.0%
a	21256025	5.9%
9	21253184	5.9%
b	21252535	5.9%
8	21246418	5.9%
0	18753429	5.2%
f	18752795	5.2%
2	18752438	5.2%
e	18752331	5.2%
Other values (7)	131227096	36.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	360000000	100.0%

Value	Count	Frequency (%)
(unknown)	360000000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	40000000	11.1%
4	28753749	8.0%
a	21256025	5.9%
9	21253184	5.9%
b	21252535	5.9%
8	21246418	5.9%
0	18753429	5.2%
f	18752795	5.2%
2	18752438	5.2%
e	18752331	5.2%
Other values (7)	131227096	36.5%

Value	Count	Frequency (%)
-	40000000	11.1%
4	28753749	8.0%
a	21256025	5.9%
9	21253184	5.9%
b	21252535	5.9%
8	21246418	5.9%
0	18753429	5.2%
f	18752795	5.2%
2	18752438	5.2%
e	18752331	5.2%
Other values (7)	131227096	36.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	360000000	100.0%

Value	Count	Frequency (%)
(unknown)	360000000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	40000000	11.1%
4	28753749	8.0%
a	21256025	5.9%
9	21253184	5.9%
b	21252535	5.9%
8	21246418	5.9%
0	18753429	5.2%
f	18752795	5.2%
2	18752438	5.2%
e	18752331	5.2%
Other values (7)	131227096	36.5%

Value	Count	Frequency (%)
-	40000000	11.1%
4	28753749	8.0%
a	21256025	5.9%
9	21253184	5.9%
b	21252535	5.9%
8	21246418	5.9%
0	18753429	5.2%
f	18752795	5.2%
2	18752438	5.2%
e	18752331	5.2%
Other values (7)	131227096	36.5%

product_category
Categorical

	Profil - Données Originales	Profil - Données Dérivées
Distinct	5	5
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	612.3 MiB	612.3 MiB

fashion	2001425
grocery	2000108
electronics	1999725
sports	1999442
books	1999300

fashion	2001425
grocery	2000108
electronics	1999725
sports	1999442
books	1999300

Length

	Profil - Données Originales	Profil - Données Dérivées
Max length	11	11
Median length	7	7
Mean length	7.2000858	7.2000858
Min length	5	5

Characters and Unicode

	Profil - Données Originales	Profil - Données Dérivées
Total characters	72000858	72000858
Distinct characters	17	17
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Profil - Données Originales	Profil - Données Dérivées
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Profil - Données Originales	Profil - Données Dérivées
1st row	electronics	electronics
2nd row	fashion	fashion
3rd row	books	books
4th row	books	books
5th row	sports	sports

Common Values

Value	Count	Frequency (%)
fashion	2001425	20.0%
grocery	2000108	20.0%
electronics	1999725	20.0%
sports	1999442	20.0%
books	1999300	20.0%

Value	Count	Frequency (%)
fashion	2001425	20.0%
grocery	2000108	20.0%
electronics	1999725	20.0%
sports	1999442	20.0%
books	1999300	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Profil - Données Originales

Profil - Données Dérivées

Value	Count	Frequency (%)
fashion	2001425	20.0%
grocery	2000108	20.0%
electronics	1999725	20.0%
sports	1999442	20.0%
books	1999300	20.0%

Value	Count	Frequency (%)
fashion	2001425	20.0%
grocery	2000108	20.0%
electronics	1999725	20.0%
sports	1999442	20.0%
books	1999300	20.0%

Most occurring characters

Value	Count	Frequency (%)
o	11999300	16.7%
s	9999334	13.9%
r	7999383	11.1%
e	5999558	8.3%
c	5999558	8.3%
n	4001150	5.6%
i	4001150	5.6%
t	3999167	5.6%
f	2001425	2.8%
a	2001425	2.8%
Other values (7)	13999408	19.4%

Value	Count	Frequency (%)
o	11999300	16.7%
s	9999334	13.9%
r	7999383	11.1%
e	5999558	8.3%
c	5999558	8.3%
n	4001150	5.6%
i	4001150	5.6%
t	3999167	5.6%
f	2001425	2.8%
a	2001425	2.8%
Other values (7)	13999408	19.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	72000858	100.0%

Value	Count	Frequency (%)
(unknown)	72000858	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	11999300	16.7%
s	9999334	13.9%
r	7999383	11.1%
e	5999558	8.3%
c	5999558	8.3%
n	4001150	5.6%
i	4001150	5.6%
t	3999167	5.6%
f	2001425	2.8%
a	2001425	2.8%
Other values (7)	13999408	19.4%

Value	Count	Frequency (%)
o	11999300	16.7%
s	9999334	13.9%
r	7999383	11.1%
e	5999558	8.3%
c	5999558	8.3%
n	4001150	5.6%
i	4001150	5.6%
t	3999167	5.6%
f	2001425	2.8%
a	2001425	2.8%
Other values (7)	13999408	19.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	72000858	100.0%

Value	Count	Frequency (%)
(unknown)	72000858	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	11999300	16.7%
s	9999334	13.9%
r	7999383	11.1%
e	5999558	8.3%
c	5999558	8.3%
n	4001150	5.6%
i	4001150	5.6%
t	3999167	5.6%
f	2001425	2.8%
a	2001425	2.8%
Other values (7)	13999408	19.4%

Value	Count	Frequency (%)
o	11999300	16.7%
s	9999334	13.9%
r	7999383	11.1%
e	5999558	8.3%
c	5999558	8.3%
n	4001150	5.6%
i	4001150	5.6%
t	3999167	5.6%
f	2001425	2.8%
a	2001425	2.8%
Other values (7)	13999408	19.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	72000858	100.0%

Value	Count	Frequency (%)
(unknown)	72000858	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	11999300	16.7%
s	9999334	13.9%
r	7999383	11.1%
e	5999558	8.3%
c	5999558	8.3%
n	4001150	5.6%
i	4001150	5.6%
t	3999167	5.6%
f	2001425	2.8%
a	2001425	2.8%
Other values (7)	13999408	19.4%

Value	Count	Frequency (%)
o	11999300	16.7%
s	9999334	13.9%
r	7999383	11.1%
e	5999558	8.3%
c	5999558	8.3%
n	4001150	5.6%
i	4001150	5.6%
t	3999167	5.6%
f	2001425	2.8%
a	2001425	2.8%
Other values (7)	13999408	19.4%

purchase_amount
Real number (ℝ)

	Profil - Données Originales	Profil - Données Dérivées
Distinct	33287	33287
Distinct (%)	0.3%	0.3%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	60.002092	90.003137

	Profil - Données Originales	Profil - Données Dérivées
Minimum	0.01	0.015
Maximum	690.43	1035.645
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	76.3 MiB	76.3 MiB

Quantile statistics

	Profil - Données Originales	Profil - Données Dérivées
Minimum	0.01	0.015
5-th percentile	10.66	15.99
Q1	28.83	43.245
median	50.35	75.525
Q3	80.77	121.155
95-th percentile	142.41	213.615
Maximum	690.43	1035.645
Range	690.42	1035.63
Interquartile range (IQR)	51.94	77.91

Descriptive statistics

	Profil - Données Originales	Profil - Données Dérivées
Standard deviation	42.449869	63.674803
Coefficient of variation (CV)	0.70747315	0.70747315
Kurtosis	3.0147333	3.0147333
Mean	60.002092	90.003137
Median Absolute Deviation (MAD)	24.6	36.9
Skewness	1.416529	1.416529
Sum	6.0002092 × 10⁸	9.0003137 × 10⁸
Variance	1801.9914	4054.4806
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.1	1337	< 0.1%
31.79	1331	< 0.1%
33.36	1325	< 0.1%
31.3	1323	< 0.1%
29.17	1318	< 0.1%
30.67	1314	< 0.1%
28.91	1314	< 0.1%
25.98	1314	< 0.1%
30.69	1314	< 0.1%
24.45	1309	< 0.1%
Other values (33277)	9986801	99.9%

Value	Count	Frequency (%)
40.65	1337	< 0.1%
47.685	1331	< 0.1%
50.04	1325	< 0.1%
46.95	1323	< 0.1%
43.755	1318	< 0.1%
46.005	1314	< 0.1%
43.365	1314	< 0.1%
38.97	1314	< 0.1%
46.035	1314	< 0.1%
36.675	1309	< 0.1%
Other values (33277)	9986801	99.9%

Value	Count	Frequency (%)
0.01	2	< 0.1%
0.02	6	< 0.1%
0.03	5	< 0.1%
0.04	6	< 0.1%
0.05	6	< 0.1%
0.06	9	< 0.1%
0.07	9	< 0.1%
0.08	5	< 0.1%
0.09	12	< 0.1%
0.1	10	< 0.1%

Value	Count	Frequency (%)
0.015	2	< 0.1%
0.03	6	< 0.1%
0.045	5	< 0.1%
0.06	6	< 0.1%
0.075	6	< 0.1%
0.09	9	< 0.1%
0.105	9	< 0.1%
0.12	5	< 0.1%
0.135	12	< 0.1%
0.15	10	< 0.1%

Value	Count	Frequency (%)
0.015	2	< 0.1%
0.03	6	< 0.1%
0.045	5	< 0.1%
0.06	6	< 0.1%
0.075	6	< 0.1%
0.09	9	< 0.1%
0.105	9	< 0.1%
0.12	5	< 0.1%
0.135	12	< 0.1%
0.15	10	< 0.1%

Value	Count	Frequency (%)
0.01	2	< 0.1%
0.02	6	< 0.1%
0.03	5	< 0.1%
0.04	6	< 0.1%
0.05	6	< 0.1%
0.06	9	< 0.1%
0.07	9	< 0.1%
0.08	5	< 0.1%
0.09	12	< 0.1%
0.1	10	< 0.1%

purchase_date
Date

	Profil - Données Originales	Profil - Données Dérivées
Distinct	731	731
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	76.3 MiB	76.3 MiB

	Profil - Données Originales	Profil - Données Dérivées
Minimum	2023-08-01 00:00:00	2023-08-01 00:00:00
Maximum	2025-07-31 00:00:00	2025-07-31 00:00:00
Invalid dates	0	0
Invalid dates (%)	0.0%	0.0%

Histogram with fixed size bins (bins=1)

country_code
Categorical

	Profil - Données Originales	Profil - Données Dérivées
Distinct	7	7
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	562.7 MiB	562.7 MiB

FR	1430346
NG	1429600
JP	1429313
US	1428765
BR	1427647
Other values (2)	2854329

FR	1430346
NG	1429600
JP	1429313
US	1428765
BR	1427647
Other values (2)	2854329

Length

	Profil - Données Originales	Profil - Données Dérivées
Max length	2	2
Median length	2	2
Mean length	2	2
Min length	2	2

Characters and Unicode

	Profil - Données Originales	Profil - Données Dérivées
Total characters	20000000	20000000
Distinct characters	12	12
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Profil - Données Originales	Profil - Données Dérivées
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Profil - Données Originales	Profil - Données Dérivées
1st row	US	US
2nd row	IN	IN
3rd row	NG	NG
4th row	FR	FR
5th row	FR	FR

Common Values

Value	Count	Frequency (%)
FR	1430346	14.3%
NG	1429600	14.3%
JP	1429313	14.3%
US	1428765	14.3%
BR	1427647	14.3%
DE	1427447	14.3%
IN	1426882	14.3%

Value	Count	Frequency (%)
FR	1430346	14.3%
NG	1429600	14.3%
JP	1429313	14.3%
US	1428765	14.3%
BR	1427647	14.3%
DE	1427447	14.3%
IN	1426882	14.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Profil - Données Originales

Profil - Données Dérivées

Value	Count	Frequency (%)
fr	1430346	14.3%
ng	1429600	14.3%
jp	1429313	14.3%
us	1428765	14.3%
br	1427647	14.3%
de	1427447	14.3%
in	1426882	14.3%

Value	Count	Frequency (%)
fr	1430346	14.3%
ng	1429600	14.3%
jp	1429313	14.3%
us	1428765	14.3%
br	1427647	14.3%
de	1427447	14.3%
in	1426882	14.3%

Most occurring characters

Value	Count	Frequency (%)
R	2857993	14.3%
N	2856482	14.3%
F	1430346	7.2%
G	1429600	7.1%
J	1429313	7.1%
P	1429313	7.1%
U	1428765	7.1%
S	1428765	7.1%
B	1427647	7.1%
D	1427447	7.1%
Other values (2)	2854329	14.3%

Value	Count	Frequency (%)
R	2857993	14.3%
N	2856482	14.3%
F	1430346	7.2%
G	1429600	7.1%
J	1429313	7.1%
P	1429313	7.1%
U	1428765	7.1%
S	1428765	7.1%
B	1427647	7.1%
D	1427447	7.1%
Other values (2)	2854329	14.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20000000	100.0%

Value	Count	Frequency (%)
(unknown)	20000000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
R	2857993	14.3%
N	2856482	14.3%
F	1430346	7.2%
G	1429600	7.1%
J	1429313	7.1%
P	1429313	7.1%
U	1428765	7.1%
S	1428765	7.1%
B	1427647	7.1%
D	1427447	7.1%
Other values (2)	2854329	14.3%

Value	Count	Frequency (%)
R	2857993	14.3%
N	2856482	14.3%
F	1430346	7.2%
G	1429600	7.1%
J	1429313	7.1%
P	1429313	7.1%
U	1428765	7.1%
S	1428765	7.1%
B	1427647	7.1%
D	1427447	7.1%
Other values (2)	2854329	14.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20000000	100.0%

Value	Count	Frequency (%)
(unknown)	20000000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
R	2857993	14.3%
N	2856482	14.3%
F	1430346	7.2%
G	1429600	7.1%
J	1429313	7.1%
P	1429313	7.1%
U	1428765	7.1%
S	1428765	7.1%
B	1427647	7.1%
D	1427447	7.1%
Other values (2)	2854329	14.3%

Value	Count	Frequency (%)
R	2857993	14.3%
N	2856482	14.3%
F	1430346	7.2%
G	1429600	7.1%
J	1429313	7.1%
P	1429313	7.1%
U	1428765	7.1%
S	1428765	7.1%
B	1427647	7.1%
D	1427447	7.1%
Other values (2)	2854329	14.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20000000	100.0%

Value	Count	Frequency (%)
(unknown)	20000000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
R	2857993	14.3%
N	2856482	14.3%
F	1430346	7.2%
G	1429600	7.1%
J	1429313	7.1%
P	1429313	7.1%
U	1428765	7.1%
S	1428765	7.1%
B	1427647	7.1%
D	1427447	7.1%
Other values (2)	2854329	14.3%

Value	Count	Frequency (%)
R	2857993	14.3%
N	2856482	14.3%
F	1430346	7.2%
G	1429600	7.1%
J	1429313	7.1%
P	1429313	7.1%
U	1428765	7.1%
S	1428765	7.1%
B	1427647	7.1%
D	1427447	7.1%
Other values (2)	2854329	14.3%

customer_age
Real number (ℝ)

	Profil - Données Originales	Profil - Données Dérivées
Distinct	62	62
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	48.503522	48.503522

	Profil - Données Originales	Profil - Données Dérivées
Minimum	18	18
Maximum	79	79
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	76.3 MiB	76.3 MiB

Quantile statistics

	Profil - Données Originales	Profil - Données Dérivées
Minimum	18	18
5-th percentile	21	21
Q1	33	33
median	49	49
Q3	64	64
95-th percentile	76	76
Maximum	79	79
Range	61	61
Interquartile range (IQR)	31	31

Descriptive statistics

	Profil - Données Originales	Profil - Données Dérivées
Standard deviation	17.892452	17.892452
Coefficient of variation (CV)	0.36888974	0.36888974
Kurtosis	-1.2002934	-1.2002934
Mean	48.503522	48.503522
Median Absolute Deviation (MAD)	15	15
Skewness	-0.00041163779	-0.00041163779
Sum	4.8503522 × 10⁸	4.8503522 × 10⁸
Variance	320.13982	320.13982
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71	162161	1.6%
66	162032	1.6%
28	161960	1.6%
57	161915	1.6%
29	161893	1.6%
40	161787	1.6%
61	161778	1.6%
59	161766	1.6%
56	161746	1.6%
76	161729	1.6%
Other values (52)	8381233	83.8%

Value	Count	Frequency (%)
71	162161	1.6%
66	162032	1.6%
28	161960	1.6%
57	161915	1.6%
29	161893	1.6%
40	161787	1.6%
61	161778	1.6%
59	161766	1.6%
56	161746	1.6%
76	161729	1.6%
Other values (52)	8381233	83.8%

Value	Count	Frequency (%)
18	161095	1.6%
19	161578	1.6%
20	161547	1.6%
21	161429	1.6%
22	160302	1.6%
23	161336	1.6%
24	160626	1.6%
25	160710	1.6%
26	160595	1.6%
27	161499	1.6%

Value	Count	Frequency (%)
18	161095	1.6%
19	161578	1.6%
20	161547	1.6%
21	161429	1.6%
22	160302	1.6%
23	161336	1.6%
24	160626	1.6%
25	160710	1.6%
26	160595	1.6%
27	161499	1.6%

Value	Count	Frequency (%)
18	161095	1.6%
19	161578	1.6%
20	161547	1.6%
21	161429	1.6%
22	160302	1.6%
23	161336	1.6%
24	160626	1.6%
25	160710	1.6%
26	160595	1.6%
27	161499	1.6%

Value	Count	Frequency (%)
18	161095	1.6%
19	161578	1.6%
20	161547	1.6%
21	161429	1.6%
22	160302	1.6%
23	161336	1.6%
24	160626	1.6%
25	160710	1.6%
26	160595	1.6%
27	161499	1.6%

payment_type
Categorical

	Profil - Données Originales	Profil - Données Dérivées
Distinct	4	4
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	608.0 MiB	608.0 MiB

paypal	2502160
cash	2499938
crypto	2499192
credit_card	2498710

paypal	2502160
cash	2499938
crypto	2499192
credit_card	2498710

Length

	Profil - Données Originales	Profil - Données Dérivées
Max length	11	11
Median length	6	6
Mean length	6.7493674	6.7493674
Min length	4	4

Characters and Unicode

	Profil - Données Originales	Profil - Données Dérivées
Total characters	67493674	67493674
Distinct characters	14	14
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Profil - Données Originales	Profil - Données Dérivées
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Profil - Données Originales	Profil - Données Dérivées
1st row	paypal	paypal
2nd row	crypto	crypto
3rd row	cash	cash
4th row	crypto	crypto
5th row	crypto	crypto

Common Values

Value	Count	Frequency (%)
paypal	2502160	25.0%
cash	2499938	25.0%
crypto	2499192	25.0%
credit_card	2498710	25.0%

Value	Count	Frequency (%)
paypal	2502160	25.0%
cash	2499938	25.0%
crypto	2499192	25.0%
credit_card	2498710	25.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Profil - Données Originales

Profil - Données Dérivées

Value	Count	Frequency (%)
paypal	2502160	25.0%
cash	2499938	25.0%
crypto	2499192	25.0%
credit_card	2498710	25.0%

Value	Count	Frequency (%)
paypal	2502160	25.0%
cash	2499938	25.0%
crypto	2499192	25.0%
credit_card	2498710	25.0%

Most occurring characters

Value	Count	Frequency (%)
a	10002968	14.8%
c	9996550	14.8%
p	7503512	11.1%
r	7496612	11.1%
y	5001352	7.4%
t	4997902	7.4%
d	4997420	7.4%
l	2502160	3.7%
s	2499938	3.7%
h	2499938	3.7%
Other values (4)	9995322	14.8%

Value	Count	Frequency (%)
a	10002968	14.8%
c	9996550	14.8%
p	7503512	11.1%
r	7496612	11.1%
y	5001352	7.4%
t	4997902	7.4%
d	4997420	7.4%
l	2502160	3.7%
s	2499938	3.7%
h	2499938	3.7%
Other values (4)	9995322	14.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	67493674	100.0%

Value	Count	Frequency (%)
(unknown)	67493674	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	10002968	14.8%
c	9996550	14.8%
p	7503512	11.1%
r	7496612	11.1%
y	5001352	7.4%
t	4997902	7.4%
d	4997420	7.4%
l	2502160	3.7%
s	2499938	3.7%
h	2499938	3.7%
Other values (4)	9995322	14.8%

Value	Count	Frequency (%)
a	10002968	14.8%
c	9996550	14.8%
p	7503512	11.1%
r	7496612	11.1%
y	5001352	7.4%
t	4997902	7.4%
d	4997420	7.4%
l	2502160	3.7%
s	2499938	3.7%
h	2499938	3.7%
Other values (4)	9995322	14.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	67493674	100.0%

Value	Count	Frequency (%)
(unknown)	67493674	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	10002968	14.8%
c	9996550	14.8%
p	7503512	11.1%
r	7496612	11.1%
y	5001352	7.4%
t	4997902	7.4%
d	4997420	7.4%
l	2502160	3.7%
s	2499938	3.7%
h	2499938	3.7%
Other values (4)	9995322	14.8%

Value	Count	Frequency (%)
a	10002968	14.8%
c	9996550	14.8%
p	7503512	11.1%
r	7496612	11.1%
y	5001352	7.4%
t	4997902	7.4%
d	4997420	7.4%
l	2502160	3.7%
s	2499938	3.7%
h	2499938	3.7%
Other values (4)	9995322	14.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	67493674	100.0%

Value	Count	Frequency (%)
(unknown)	67493674	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	10002968	14.8%
c	9996550	14.8%
p	7503512	11.1%
r	7496612	11.1%
y	5001352	7.4%
t	4997902	7.4%
d	4997420	7.4%
l	2502160	3.7%
s	2499938	3.7%
h	2499938	3.7%
Other values (4)	9995322	14.8%

Value	Count	Frequency (%)
a	10002968	14.8%
c	9996550	14.8%
p	7503512	11.1%
r	7496612	11.1%
y	5001352	7.4%
t	4997902	7.4%
d	4997420	7.4%
l	2502160	3.7%
s	2499938	3.7%
h	2499938	3.7%
Other values (4)	9995322	14.8%

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

	country_code	customer_age	customer_id	payment_type	product_category	purchase_amount
country_code	1.000	0.000	0.000	0.000	0.000	0.000
customer_age	0.000	1.000	-0.000	0.000	0.000	0.000
customer_id	0.000	-0.000	1.000	0.000	0.000	0.000
payment_type	0.000	0.000	0.000	1.000	0.000	0.000
product_category	0.000	0.000	0.000	0.000	1.000	0.000
purchase_amount	0.000	0.000	0.000	0.000	0.000	1.000

Profil - Données Dérivées

	country_code	customer_age	customer_id	payment_type	product_category	purchase_amount
country_code	1.000	0.000	0.000	0.000	0.000	0.000
customer_age	0.000	1.000	-0.000	0.000	0.000	0.000
customer_id	0.000	-0.000	1.000	0.000	0.000	0.000
payment_type	0.000	0.000	0.000	1.000	0.000	0.000
product_category	0.000	0.000	0.000	0.000	1.000	0.000
purchase_amount	0.000	0.000	0.000	0.000	0.000	1.000

Profil - Données Originales

A simple visualization of nullity by column.

Profil - Données Dérivées

A simple visualization of nullity by column.

Profil - Données Originales

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Profil - Données Dérivées

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Profil - Données Originales

	customer_id	purchase_id	product_category	purchase_amount	purchase_date	country_code	customer_age	payment_type
0	8270	bdd640fb-0667-4ad1-9c80-317fa3b1799d	electronics	26.05	2024-10-05	US	54	paypal
1	1860	23b8c1e9-3924-46de-beb1-3b9046685257	fashion	29.33	2025-03-02	IN	36	crypto
2	6390	bd9c66b3-ad3c-4d6d-9a3d-1fa7bc8960a9	books	51.17	2023-09-08	NG	75	cash
3	6191	972a8469-1641-4f82-8b9d-2434e465e150	books	59.31	2024-03-01	FR	66	crypto
4	6734	17fc695a-07a0-4a6e-8822-e8f36c031199	sports	9.38	2024-09-07	FR	75	crypto
5	7265	9a1de644-815e-46d1-bb8f-aa1837f8a88b	fashion	33.01	2024-12-10	NG	31	paypal
6	1466	b74d0fb1-32e7-4629-8fad-c1a606cb0fb3	electronics	92.99	2023-08-14	US	64	crypto
7	5426	6b65a6a4-8b81-48f6-b38a-088ca65ed389	books	32.21	2024-03-18	US	19	crypto
8	6578	47378190-96da-4dac-b2ff-5d2a386ecbe0	sports	24.86	2024-03-14	US	77	paypal
9	9322	c241330b-01a9-471f-9e8a-774bcf36d58b	electronics	24.80	2024-03-01	NG	61	cash

Profil - Données Dérivées

	customer_id	purchase_id	product_category	purchase_amount	purchase_date	country_code	customer_age	payment_type
0	8270	bdd640fb-0667-4ad1-9c80-317fa3b1799d	electronics	39.075	2024-10-05	US	54	paypal
1	1860	23b8c1e9-3924-46de-beb1-3b9046685257	fashion	43.995	2025-03-02	IN	36	crypto
2	6390	bd9c66b3-ad3c-4d6d-9a3d-1fa7bc8960a9	books	76.755	2023-09-08	NG	75	cash
3	6191	972a8469-1641-4f82-8b9d-2434e465e150	books	88.965	2024-03-01	FR	66	crypto
4	6734	17fc695a-07a0-4a6e-8822-e8f36c031199	sports	14.070	2024-09-07	FR	75	crypto
5	7265	9a1de644-815e-46d1-bb8f-aa1837f8a88b	fashion	49.515	2024-12-10	NG	31	paypal
6	1466	b74d0fb1-32e7-4629-8fad-c1a606cb0fb3	electronics	139.485	2023-08-14	US	64	crypto
7	5426	6b65a6a4-8b81-48f6-b38a-088ca65ed389	books	48.315	2024-03-18	US	19	crypto
8	6578	47378190-96da-4dac-b2ff-5d2a386ecbe0	sports	37.290	2024-03-14	US	77	paypal
9	9322	c241330b-01a9-471f-9e8a-774bcf36d58b	electronics	37.200	2024-03-01	NG	61	cash

Profil - Données Originales

	customer_id	purchase_id	product_category	purchase_amount	purchase_date	country_code	customer_age	payment_type
9999990	7989	1ffb126f-5897-480e-b839-3a8d0035accd	books	46.15	2024-07-29	DE	76	crypto
9999991	2325	17c3e766-bf4d-4128-a509-11f4ee011ca0	fashion	127.41	2023-11-27	NG	22	credit_card
9999992	7574	8cc4aa8f-e04b-4751-aa6f-db0f28eef8ae	electronics	136.27	2024-05-28	BR	51	crypto
9999993	9393	9da02928-aa42-4d2d-b6ac-803f4e6e9f4c	fashion	64.53	2024-04-19	FR	48	credit_card
9999994	7615	d7722a66-e9e6-4387-8c67-b9a54e4f8f1b	grocery	37.19	2024-08-25	IN	68	credit_card
9999995	2310	8e1c7980-cbed-4d37-831d-1cda628845dd	books	67.81	2025-03-07	JP	19	crypto
9999996	7956	f2a8821e-d63f-450d-9e5c-0a2f793c317d	grocery	8.33	2024-05-14	JP	78	paypal
9999997	2108	88a0bfc1-04cc-4ff9-b8ad-756c2bbd935f	sports	17.89	2024-06-30	IN	79	cash
9999998	1606	ad7762d8-1892-4456-b55b-37d16adf032b	sports	51.30	2024-12-31	JP	46	crypto
9999999	9666	be5cc67d-d5a0-49bf-8c30-578519e7fee6	fashion	47.75	2024-02-17	FR	26	cash

Profil - Données Dérivées

	customer_id	purchase_id	product_category	purchase_amount	purchase_date	country_code	customer_age	payment_type
9999990	7989	1ffb126f-5897-480e-b839-3a8d0035accd	books	69.225	2024-07-29	DE	76	crypto
9999991	2325	17c3e766-bf4d-4128-a509-11f4ee011ca0	fashion	191.115	2023-11-27	NG	22	credit_card
9999992	7574	8cc4aa8f-e04b-4751-aa6f-db0f28eef8ae	electronics	204.405	2024-05-28	BR	51	crypto
9999993	9393	9da02928-aa42-4d2d-b6ac-803f4e6e9f4c	fashion	96.795	2024-04-19	FR	48	credit_card
9999994	7615	d7722a66-e9e6-4387-8c67-b9a54e4f8f1b	grocery	55.785	2024-08-25	IN	68	credit_card
9999995	2310	8e1c7980-cbed-4d37-831d-1cda628845dd	books	101.715	2025-03-07	JP	19	crypto
9999996	7956	f2a8821e-d63f-450d-9e5c-0a2f793c317d	grocery	12.495	2024-05-14	JP	78	paypal
9999997	2108	88a0bfc1-04cc-4ff9-b8ad-756c2bbd935f	sports	26.835	2024-06-30	IN	79	cash
9999998	1606	ad7762d8-1892-4456-b55b-37d16adf032b	sports	76.950	2024-12-31	JP	46	crypto
9999999	9666	be5cc67d-d5a0-49bf-8c30-578519e7fee6	fashion	71.625	2024-02-17	FR	26	cash

Profil - Données Originales

	customer_id	purchase_id	product_category	purchase_amount	purchase_date	country_code	customer_age	payment_type	# duplicates
Dataset does not contain duplicate rows.

Profil - Données Dérivées

	customer_id	purchase_id	product_category	purchase_amount	purchase_date	country_code	customer_age	payment_type	# duplicates
Dataset does not contain duplicate rows.

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Profil - Données Originales

Profil - Données Dérivées

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Profil - Données Originales

Profil - Données Dérivées

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Profil - Données Originales

Profil - Données Dérivées

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales

Profil - Données Dérivées

Correlations

Profil - Données Originales

Profil - Données Dérivées

Profil - Données Originales